Since DeformDETR already performs sample feature sampling from local areas and multi-scale feature fusion with the advanced Deformable Attention [1]}, we do not modify its model structure. Instead, we simply combine our label augmentation method with DeformDETR, which is denoted as LA-DeformDETR.
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